{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting with TFT: Temporal Fusion Transformer"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Temporal Fusion Transformer (TFT) proposed by Lim et al. [1] is one of the most popular transformer-based model for time-series forecasting. In summary, TFT combines gating layers, an LSTM recurrent encoder, with multi-head attention layers for a multi-step forecasting strategy decoder. For more details on the Nixtla's TFT implementation visit [this link](https://nixtla.github.io/neuralforecast/models.tft.html).\n",
    "\n",
    "In this notebook we show how to train the TFT model on the Texas electricity market load data (ERCOT). Accurately forecasting electricity markets is of great interest, as it is useful for planning distribution and consumption.\n",
    "\n",
    "We will show you how to load the data, train the TFT performing automatic hyperparameter tuning, and produce forecasts. Then, we will show you how to perform multiple historical forecasts for cross validation."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can run these experiments using GPU with Google Colab.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/Nixtla/neuralforecast/blob/main/nbs/examples/Forecasting_TFT.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install neuralforecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load ERCOT Data\n",
    "\n",
    "The input to NeuralForecast is always a data frame in [long format](https://www.theanalysisfactor.com/wide-and-long-data/) with three columns: `unique_id`, `ds` and `y`:\n",
    "\n",
    "* The `unique_id` (string, int or category) represents an identifier for the series. \n",
    "\n",
    "* The `ds` (datestamp or int) column should be either an integer indexing time or a datestamp ideally like YYYY-MM-DD for a date or YYYY-MM-DD HH:MM:SS for a timestamp.\n",
    "\n",
    "* The `y` (numeric) represents the measurement we wish to forecast. \n",
    "We will rename the \n",
    "\n",
    "First, read the 2022 historic total demand of the ERCOT market. We processed the original data (available [here](https://www.ercot.com/gridinfo/load/load_hist)), by adding the missing hour due to daylight saving time, parsing the date to datetime format, and filtering columns of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2021-01-01 00:00:00</td>\n",
       "      <td>43719.849616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2021-01-01 01:00:00</td>\n",
       "      <td>43321.050347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2021-01-01 02:00:00</td>\n",
       "      <td>43063.067063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2021-01-01 03:00:00</td>\n",
       "      <td>43090.059203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2021-01-01 04:00:00</td>\n",
       "      <td>43486.590073</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id                  ds             y\n",
       "0     ERCOT 2021-01-01 00:00:00  43719.849616\n",
       "1     ERCOT 2021-01-01 01:00:00  43321.050347\n",
       "2     ERCOT 2021-01-01 02:00:00  43063.067063\n",
       "3     ERCOT 2021-01-01 03:00:00  43090.059203\n",
       "4     ERCOT 2021-01-01 04:00:00  43486.590073"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_df = pd.read_csv('https://datasets-nixtla.s3.amazonaws.com/ERCOT-clean.csv')\n",
    "Y_df['ds'] = pd.to_datetime(Y_df['ds'])\n",
    "Y_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Model training and forecast\n",
    "\n",
    "First, instantiate the `AutoTFT` model. The `AutoTFT` class will automatically perform hyperparamter tunning using [Tune library](https://docs.ray.io/en/latest/tune/index.html), exploring a user-defined or default search space. Models are selected based on the error on a validation set and the best model is then stored and used during inference. \n",
    "\n",
    "To instantiate `AutoTFT` you need to define:\n",
    "\n",
    "* `h`: forecasting horizon\n",
    "* `loss`: training loss\n",
    "* `config`: hyperparameter search space. If `None`, the `AutoTFT` class will use a pre-defined suggested hyperparameter space.\n",
    "* `num_samples`: number of configurations explored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ray import tune\n",
    "\n",
    "from neuralforecast.auto import AutoTFT\n",
    "from neuralforecast.core import NeuralForecast\n",
    "from neuralforecast.losses.pytorch import MAE\n",
    "\n",
    "import logging\n",
    "logging.getLogger(\"pytorch_lightning\").setLevel(logging.WARNING)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-tip}\n",
    "Increase the `num_samples` parameter to explore a wider set of configurations for the selected models. As a rule of thumb choose it to be bigger than `15`.  \n",
    "\n",
    "With `num_samples=3` this example should run in around 20 minutes.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "horizon = 24\n",
    "models = [AutoTFT(h=horizon,\n",
    "                  loss=MAE(),\n",
    "                  config=None,\n",
    "                  num_samples=3)]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{.callout-tip}\n",
    "All our models can be used for both point and probabilistic forecasting. For producing probabilistic outputs, simply modify the loss to one of our `DistributionLoss`. The complete list of losses is available in [this link](https://nixtla.github.io/neuralforecast/losses.pytorch.html) \n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "::: {.callout-important collapse=\"true\"}\n",
    "\n",
    "TFT is a very large model and can require a lot of memory! If you are running out of GPU memory, try declaring your config search space and decrease the `hidden_size`, `n_heads`, and `windows_batch_size` parameters.\n",
    "\n",
    "This are all the parameters of the config: \n",
    "\n",
    "```python\n",
    "config = {\n",
    "      \"input_size\": tune.choice([horizon]),\n",
    "      \"hidden_size\": tune.choice([32]),\n",
    "      \"n_head\": tune.choice([2]),\n",
    "      \"learning_rate\": tune.loguniform(1e-4, 1e-1),\n",
    "      \"scaler_type\": tune.choice(['robust', 'standard']),\n",
    "      \"max_steps\": tune.choice([500, 1000]),\n",
    "      \"windows_batch_size\": tune.choice([32]),\n",
    "      \"check_val_every_n_epoch\": tune.choice([100]),\n",
    "      \"random_seed\": tune.randint(1, 20),\n",
    "}\n",
    "```\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `NeuralForecast` class has built-in methods to simplify the forecasting pipelines, such as `fit`, `predit`, and `cross_validation`. Instantiate a `NeuralForecast` object with the following required parameters:\n",
    "\n",
    "* `models`: a list of models.\n",
    "\n",
    "* `freq`: a string indicating the frequency of the data. (See [panda's available frequencies](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases).)\n",
    "\n",
    "Then, use the `fit` method to train the `AutoTFT` model on the ERCOT data. The total training time will depend on the hardware and the explored configurations, it should take between 10 and 30 minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "nf = NeuralForecast(\n",
    "    models=models,\n",
    "    freq='h')\n",
    "\n",
    "nf.fit(df=Y_df)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, use the `predict` method to forecast the next 24 hours after the training data and plot the forecasts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\ospra\\miniconda3\\envs\\neuralforecast\\lib\\site-packages\\utilsforecast\\processing.py:384: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n",
      "  freq = pd.tseries.frequencies.to_offset(freq)\n",
      "c:\\Users\\ospra\\miniconda3\\envs\\neuralforecast\\lib\\site-packages\\utilsforecast\\processing.py:440: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n",
      "  freq = pd.tseries.frequencies.to_offset(freq)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9fa4f6a6123040fcb8e578424351336b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>AutoTFT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-10-01 00:00:00</td>\n",
       "      <td>38600.757812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-10-01 01:00:00</td>\n",
       "      <td>36871.199219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-10-01 02:00:00</td>\n",
       "      <td>35505.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-10-01 03:00:00</td>\n",
       "      <td>34781.691406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ERCOT</td>\n",
       "      <td>2022-10-01 04:00:00</td>\n",
       "      <td>34647.484375</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id                  ds       AutoTFT\n",
       "0     ERCOT 2022-10-01 00:00:00  38600.757812\n",
       "1     ERCOT 2022-10-01 01:00:00  36871.199219\n",
       "2     ERCOT 2022-10-01 02:00:00  35505.500000\n",
       "3     ERCOT 2022-10-01 03:00:00  34781.691406\n",
       "4     ERCOT 2022-10-01 04:00:00  34647.484375"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_hat_df = nf.predict()\n",
    "Y_hat_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the results with matplot lib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize = (10, 3))\n",
    "plot_df = pd.concat([Y_df.tail(24*5).reset_index(drop=True), Y_hat_df]).set_index('ds') # Concatenate the train and forecast dataframes\n",
    "plot_df[['y', 'AutoTFT']].plot(ax=ax, linewidth=2)\n",
    "\n",
    "ax.set_title('Load [MW]', fontsize=12)\n",
    "ax.set_ylabel('Monthly Passengers', fontsize=12)\n",
    "ax.set_xlabel('Date', fontsize=12)\n",
    "ax.legend(prop={'size': 10})\n",
    "ax.grid()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Cross validation for multiple historic forecasts"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `cross_validation` method allows you to simulate multiple historic forecasts, greatly simplifying pipelines by replacing for loops with `fit` and `predict` methods. See [this tutorial](https://nixtla.github.io/statsforecast/examples/getting_started_complete.html) for an animation of how the windows are defined. \n",
    "\n",
    "With time series data, cross validation is done by defining a sliding window across the historical data and predicting the period following it. This form of cross validation allows us to arrive at a better estimation of our model’s predictive abilities across a wider range of temporal instances while also keeping the data in the training set contiguous as is required by our models. The `cross_validation` method will use the validation set for hyperparameter selection, and will then produce the forecasts for the test set.\n",
    "\n",
    "Use the `cross_validation` method to produce all the daily forecasts for September. Set the validation and test sizes. To produce daily forecasts set the forecasting set the step size between windows as 24, to only produce one forecast per day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "val_size  = 90*24 # 90 days x 24 hours\n",
    "test_size = 30*24 # 30 days x 24 hours\n",
    "fcst_df = nf.cross_validation(df=Y_df, val_size=val_size, test_size=test_size,\n",
    "                                n_windows=None, step_size=horizon)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we merge the forecasts with the `Y_df` dataset and plot the forecasts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_hat_df = fcst_df.reset_index(drop=True)\n",
    "Y_hat_df = Y_hat_df.drop(columns=['y','cutoff'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df = Y_df.merge(Y_hat_df, on=['unique_id','ds'], how='outer').tail(test_size+24*7)\n",
    "\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(plot_df['ds'], plot_df['y'], c='black', label='True')\n",
    "plt.plot(plot_df['ds'], plot_df['AutoTFT'], c='blue', label='Forecast')\n",
    "plt.axvline(pd.to_datetime('2022-09-01'), color='red', linestyle='-.')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.plot()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Next Steps\n",
    "\n",
    "In Challu et al [2] we demonstrate that the N-HiTS model outperforms the latest transformers by more than 20% with 50 times less computation.\n",
    "\n",
    "Learn how to use the N-HiTS and the NeuralForecast library in [this tutorial](../use-cases/electricity_peak_forecasting)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "[1] [Lim, B., Arık, S. Ö., Loeff, N., & Pfister, T. (2021). Temporal fusion transformers for interpretable multi-horizon time series forecasting. International Journal of Forecasting, 37(4), 1748-1764.](https://www.sciencedirect.com/science/article/pii/S0169207021000637).\n",
    "\n",
    "[2] [Cristian Challu, Kin G. Olivares, Boris N. Oreshkin, Federico Garza, Max Mergenthaler-Canseco, Artur Dubrawski (2021). N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting. Accepted at AAAI 2023.](https://arxiv.org/abs/2201.12886)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
